Graph neural networks — citation graph of key research
Explore the most influential research on graph neural networks as an interactive citation graph on Constellation. The papers below are connected by direct citations and shared references — open any one to center the graph on it and discover related work.
Top papers on graph neural networks
- The Graph Neural Network Model
Franco Scarselli, M. Gori, Ah Chung Tsoi et al. — 2008 · IEEE Transactions on Neural Networks · 9,206 citations - A Comprehensive Survey on Graph Neural Networks
Zonghan Wu, Shirui Pan, Fengwen Chen et al. — 2020 · IEEE Transactions on Neural Networks and Learning Systems · 9,077 citations - Graph neural networks: A review of methods and applications
Jie Zhou, Ganqu Cui, Shengding Hu et al. — 2020 · AI Open · 5,453 citations - Targeted Branching for the Maximum Independent Set Problem Using Graph Neural Networks
Silva, Gabriel, Rodrigues, Mário, Teixeira, António et al. — 2024 · DROPS (Schloss Dagstuhl – Leibniz Center for Informatics) · 5,381 citations - A Comprehensive Survey on Graph Neural Networks
Wu, Z, Pan, S, Chen, F et al. — 2021 · UTS ePRESS (University of Technology Sydney) · 3,310 citations - Graph Neural Networks for Social Recommendation
Wenqi Fan, Yao Ma, Qing Li et al. — 2019 · 1,903 citations - Heterogeneous Graph Neural Network
Chuxu Zhang, Dongjin Song, Chao Huang et al. — 2019 · 1,473 citations - Graph Neural Networks: A Review of Methods and Applications
Jie Zhou, Ganqu Cui, Shengding Hu et al. — 2018 · arXiv (Cornell University) · 1,452 citations - Session-Based Recommendation with Graph Neural Networks
Shu Wu, Yuyuan Tang, Yanqiao Zhu et al. — 2019 · Proceedings of the AAAI Conference on Artificial Intelligence · 1,446 citations - Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks
Zonghan Wu, Shirui Pan, Guodong Long et al. — 2020 · 1,746 citations - Graph neural network for traffic forecasting: A survey
Weiwei Jiang, Jiayun Luo — 2022 · Expert Systems with Applications · 1,205 citations - Graph Neural Networks in Recommender Systems: A Survey
Shiwen Wu, Fei Sun, Wentao Zhang et al. — 2022 · ACM Computing Surveys · 1,127 citations